{"id":"W7133024820","doi":"","title":"Design and Evaluation of a Hand Hygiene Prompting System for Private Residences","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Hygiene; Intervention (counseling); Hand washing; Control (management); Microcontroller; Infection control","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001820223,0.0004027096,0.0004539486,0.0002565582,0.0003474725,0.0004338339,0.0007114249,0.000468437,0.002939882],"category_scores_gemma":[0.002066574,0.0002533181,0.0002645512,0.0001081295,0.0002782407,0.0004807736,0.0004336456,0.0002743885,0.0003768675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005336758,"about_ca_system_score_gemma":0.001318114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129143,"about_ca_topic_score_gemma":0.0009695897,"domain_scores_codex":[0.9991291,0.000335775,0.00006327623,0.0001622031,0.0002166059,0.00009298068],"domain_scores_gemma":[0.9988698,0.0003391798,0.0001183474,0.00008301375,0.0004402162,0.0001493199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006547577,0.00971098,0.03804749,0.001956864,0.0001499048,0.0004732977,0.003545267,0.01497077,0.5496626,0.001160471,0.001770523,0.3720043],"study_design_scores_gemma":[0.005662621,0.1654637,0.1668206,0.0003066706,0.0009251119,0.001096591,0.003485637,0.1477497,0.4787055,0.0007055816,0.028878,0.000200242],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9551754,0.000126416,0.04003477,0.0001013963,0.00004006029,0.002393127,0.00008536241,0.0006128219,0.001430628],"genre_scores_gemma":[0.8798728,0.0001440969,0.1150906,0.0000589657,0.0000154952,0.001303534,0.0001300505,0.00003670213,0.003347644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002939882,"threshold_uncertainty_score":0.009834886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1082285028296095,"score_gpt":0.4446626092315369,"score_spread":0.3364341064019273,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}